OceanPile: A Large-Scale Multimodal Ocean Corpus for Foundation Models

ArXi:2605.00877v1 Announce Type: cross The vast and underexplored ocean plays a critical role in regulating global climate and ing marine biodiversity, yet artificial intelligence has so far delivered limited impact in this domain due to a fundamental data bottleneck. Specifically, ocean data are highly fragmented across disparate sources and inherently exhibit multi-modal, high-noise, and weakly labeled characteristics, lacking unified schemas and semantic alignment.